Chunkers

A Chunker splits a document into smaller pieces before they are embedded. Smaller chunks improve retrieval precision but lose surrounding context; larger chunks preserve context but are less precise.

Most projects start with the default (AUTO) and only configure a chunker explicitly when retrieval quality drops because chunks are too big or too small for the content.

Available actions

A chunker exposes one action.

Action	What it does	Required parameters
Chunk	Splits a document into chunks according to the chunker's strategy.	Document (the input document).

You don't usually call this directly. The Knowledge Base calls it for you on Ingest.

AUTO and DISABLE

You almost always pick one of these in the Vector Knowledge Base form's Chunker field. Only switch to a custom chunker when the defaults aren't producing useful chunks.

Value	Effect
AUTO (default)	The Knowledge Base picks a chunker automatically based on document type: Markdown chunker for .md, HTML chunker for .html, Generic Recursive for everything else.
DISABLE	No chunking. Each document is treated as a single chunk. Use when documents are already small or pre-chunked.

Where to find chunkers

Inside the Create Vector Knowledge Base form click + Create New Chunker. The Select Chunker picker shows the available types:

Implementations overview

All three local chunkers ship in the core ballerina/ai package. The Devant Chunker is a remote implementation that delegates the work to the WSO2 Integration Platform.

Chunker	Module	Default strategy	Use when
Generic Recursive	ballerina/ai	PARAGRAPH	Plain text. Falls back through paragraph, sentence, line, word, then character.
Markdown	ballerina/ai	MARKDOWN_HEADER	Markdown documents. Splits on headings first, falls back through code block, horizontal line, paragraph, line, sentence, word, then character.
HTML	ballerina/ai	HTML_HEADER	HTML documents. Splits on <h1>–<h6>, falls back through <p>, <br>, sentence, word, character.
Devant	ballerinax/ai.devant	RECURSIVE	Binary documents (PDF, DOCX, PPTX). Delegates to the WSO2 Integration Platform.

All four chunkers share the same two top-level parameters: Max Chunk Size (the cap, in characters, per chunk) and Max Overlap Size (characters reused at the boundary between adjacent chunks for context continuity). The local chunkers default to 200 and 40; the Devant chunker defaults to 500 and 50.

Generic Recursive Chunker

For plain text. Begins splitting using the chosen strategy and recursively falls back to finer-grained units when a chunk would exceed the size limit.

Create form

No required fields. Sensible defaults work for most prose.

Advanced configurations

Field	Default	Available values	What it controls
Max Chunk Size	200	Any positive integer (characters)	Maximum characters allowed per chunk.
Max Overlap Size	40	Any non-negative integer (characters)	Characters reused from the end of the previous chunk when starting the next. The overlap is whole sentences taken in reverse, capped at this length, to preserve cross-boundary context.
Strategy	PARAGRAPH	PARAGRAPH, SENTENCE, LINE, WORD, CHARACTER	Starting splitting unit. The chunker falls back through finer units automatically when a chunk overflows.

Strategy fall-back order

Strategies are tried from large unit to small. If a chunk would exceed Max Chunk Size, the chunker falls back to the next finer strategy.

Strategy	Boundary	Falls back to
PARAGRAPH	Two or more newlines (\n\n).	SENTENCE, LINE, WORD, CHARACTER
SENTENCE	OpenNLP sentence detector.	WORD, CHARACTER
LINE	One or more newlines (\n).	WORD, CHARACTER
WORD	One or more spaces.	CHARACTER
CHARACTER	Individual characters.	(terminal)

Markdown Chunker

Header-aware chunker for Markdown. Starts at heading level ## and walks down before falling back to structure-aware then character-level strategies.

Create form

No required fields.

Advanced configurations

Field	Default	Available values	What it controls
Max Chunk Size	200	Any positive integer	Max characters per chunk.
Max Overlap Size	40	Any non-negative integer	Overlap characters between adjacent chunks.
Strategy	MARKDOWN_HEADER	MARKDOWN_HEADER, CODE_BLOCK, HORIZONTAL_LINE, PARAGRAPH, LINE, SENTENCE, WORD, CHARACTER	Starting splitting unit.

Strategy options

Strategy	What it splits on
MARKDOWN_HEADER	Markdown headers, starting at ## and walking down to ######. Falls back through CODE_BLOCK, HORIZONTAL_LINE, PARAGRAPH, LINE, SENTENCE, WORD, CHARACTER.
CODE_BLOCK	Fenced code blocks. Each becomes a chunk tagged with type code_block (and a language annotation if declared). Code-block chunks are never merged with neighbours.
HORIZONTAL_LINE	The patterns ***, ---, ___. Falls back to PARAGRAPH.
PARAGRAPH / SENTENCE / LINE / WORD / CHARACTER	Same semantics as the Generic Recursive Chunker.

HTML Chunker

Tag-aware chunker for HTML. Starts at heading tags and falls back through paragraphs, line breaks, then character-level strategies.

Create form

No required fields.

Advanced configurations

Field	Default	Available values	What it controls
Max Chunk Size	200	Any positive integer	Max characters per chunk.
Max Overlap Size	40	Any non-negative integer	Overlap characters between adjacent chunks.
Strategy	HTML_HEADER	HTML_HEADER, HTML_PARAGRAPH, HTML_LINE, SENTENCE, WORD, CHARACTER	Starting splitting unit.

Strategy options

Strategy	What it splits on
HTML_HEADER	<h1> through <h6>. Falls back through HTML_PARAGRAPH, HTML_LINE, SENTENCE, WORD, CHARACTER.
HTML_PARAGRAPH	<p> tags. Falls back through HTML_LINE, SENTENCE, WORD, CHARACTER.
HTML_LINE	<br> tags. Falls back through SENTENCE, WORD, CHARACTER.
SENTENCE / WORD / CHARACTER	Same semantics as the other chunkers.

Devant Chunker

A remote chunker that delegates the actual splitting to the WSO2 Integration Platform. Useful when you have binary documents (PDF, DOCX, PPTX) that the local chunkers can't read directly. Pair it with the Devant Binary Data Loader to read the file as a binary document.

Official website: WSO2 Integration Platform.

Create form

The Devant Chunker is added from the same Select Chunker picker. Its create form requires connecting to the WSO2 Integration Platform.

Field	Required	Default	Available values
Service URL	Yes	—	The WSO2 Integration Platform service endpoint URL.
Access Token	Yes	—	Access token for authenticating with WSO2 Integration Platform.

Advanced configurations

Field	Default	Available values	What it controls
Maximum Chunk Size in Characters	500	Any positive integer	Max characters per chunk.
Maximum Overlap Size in Characters	50	Any non-negative integer	Overlap characters between adjacent chunks.
Chunking Strategy	RECURSIVE	RECURSIVE, PARAGRAPH, SENTENCE, CHARACTER	The chunking strategy WSO2 Integration Platform uses.

Plus the Standard HTTP Advanced Configurations.

Only binary documents are accepted. The document's metadata must include a file name so WSO2 Integration Platform can detect the source format.

---

Selecting a chunk size

Chunk size is the most-tuned knob in RAG. Some rules of thumb:

Symptom	Try
Retrieval brings back the right doc but the wrong section.	Smaller Max Chunk Size (try 150).
Retrieved chunks lose context (an answer is cut off mid-thought).	Larger Max Chunk Size (try 400) or larger Max Overlap Size.
Many tiny low-relevance results crowding out the good one.	Larger Max Chunk Size.
Retrieval cost is high (many calls, slow queries).	Larger Max Chunk Size, fewer chunks per document.

The defaults (200 / 40) are tuned for prose. Code-heavy or table-heavy content usually wants larger chunks.

What's next

• Embedding Providers - Configure the model that converts chunks into vectors.
• Vector Stores - Set up the store that indexes and retrieves those vectors.
• Knowledge Bases - Combine a chunker, embedding provider, and vector store into a single ingest-and-retrieve component.
• RAG - End-to-end walkthrough of the ingestion and query flows.